Dataset statistics
| Number of variables | 40 |
|---|---|
| Number of observations | 63697 |
| Missing cells | 87873 |
| Missing cells (%) | 3.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 19.4 MiB |
| Average record size in memory | 320.0 B |
Variable types
| Categorical | 23 |
|---|---|
| Numeric | 17 |
client_id has a high cardinality: 63697 distinct values | High cardinality |
customer_since_all has a high cardinality: 661 distinct values | High cardinality |
customer_since_bank has a high cardinality: 577 distinct values | High cardinality |
customer_birth_date has a high cardinality: 1092 distinct values | High cardinality |
homebanking_active is highly correlated with has_homebanking | High correlation |
has_homebanking is highly correlated with homebanking_active and 1 other fields | High correlation |
has_insurance_21 is highly correlated with bal_insurance_21 | High correlation |
has_insurance_23 is highly correlated with bal_insurance_23 | High correlation |
has_life_insurance_fixed_cap is highly correlated with cap_life_insurance_fixed_cap | High correlation |
has_life_insurance_decreasing_cap is highly correlated with has_mortgage_loan and 2 other fields | High correlation |
has_fire_car_other_insurance is highly correlated with prem_fire_car_other_insurance | High correlation |
has_personal_loan is highly correlated with bal_personal_loan | High correlation |
has_mortgage_loan is highly correlated with has_life_insurance_decreasing_cap and 2 other fields | High correlation |
has_current_account is highly correlated with has_homebanking and 1 other fields | High correlation |
has_pension_saving is highly correlated with bal_pension_saving | High correlation |
has_savings_account_starter is highly correlated with bal_savings_account_starter | High correlation |
has_current_account_starter is highly correlated with bal_current_account_starter | High correlation |
bal_insurance_21 is highly correlated with has_insurance_21 | High correlation |
bal_insurance_23 is highly correlated with has_insurance_23 | High correlation |
cap_life_insurance_fixed_cap is highly correlated with has_life_insurance_fixed_cap | High correlation |
cap_life_insurance_decreasing_cap is highly correlated with has_life_insurance_decreasing_cap and 2 other fields | High correlation |
prem_fire_car_other_insurance is highly correlated with has_fire_car_other_insurance | High correlation |
bal_personal_loan is highly correlated with has_personal_loan | High correlation |
bal_mortgage_loan is highly correlated with has_life_insurance_decreasing_cap and 2 other fields | High correlation |
bal_current_account is highly correlated with has_current_account | High correlation |
bal_pension_saving is highly correlated with has_pension_saving | High correlation |
bal_savings_account_starter is highly correlated with has_savings_account_starter | High correlation |
bal_current_account_starter is highly correlated with has_current_account_starter | High correlation |
homebanking_active is highly correlated with has_homebanking | High correlation |
has_homebanking is highly correlated with homebanking_active and 1 other fields | High correlation |
has_insurance_21 is highly correlated with bal_insurance_21 | High correlation |
has_insurance_23 is highly correlated with bal_insurance_23 | High correlation |
has_life_insurance_fixed_cap is highly correlated with cap_life_insurance_fixed_cap | High correlation |
has_life_insurance_decreasing_cap is highly correlated with has_mortgage_loan and 2 other fields | High correlation |
has_fire_car_other_insurance is highly correlated with prem_fire_car_other_insurance | High correlation |
has_personal_loan is highly correlated with bal_personal_loan | High correlation |
has_mortgage_loan is highly correlated with has_life_insurance_decreasing_cap and 2 other fields | High correlation |
has_current_account is highly correlated with has_homebanking | High correlation |
has_pension_saving is highly correlated with bal_pension_saving | High correlation |
has_savings_account is highly correlated with bal_current_account | High correlation |
has_savings_account_starter is highly correlated with bal_savings_account_starter | High correlation |
has_current_account_starter is highly correlated with bal_current_account_starter | High correlation |
bal_insurance_21 is highly correlated with has_insurance_21 | High correlation |
bal_insurance_23 is highly correlated with has_insurance_23 | High correlation |
cap_life_insurance_fixed_cap is highly correlated with has_life_insurance_fixed_cap | High correlation |
cap_life_insurance_decreasing_cap is highly correlated with has_life_insurance_decreasing_cap and 2 other fields | High correlation |
prem_fire_car_other_insurance is highly correlated with has_fire_car_other_insurance | High correlation |
bal_personal_loan is highly correlated with has_personal_loan | High correlation |
bal_mortgage_loan is highly correlated with has_life_insurance_decreasing_cap and 2 other fields | High correlation |
bal_current_account is highly correlated with has_savings_account | High correlation |
bal_pension_saving is highly correlated with has_pension_saving | High correlation |
bal_savings_account_starter is highly correlated with has_savings_account_starter | High correlation |
bal_current_account_starter is highly correlated with has_current_account_starter | High correlation |
visits_distinct_so is highly correlated with visits_distinct_so_areas | High correlation |
visits_distinct_so_areas is highly correlated with visits_distinct_so | High correlation |
homebanking_active is highly correlated with has_homebanking | High correlation |
has_homebanking is highly correlated with homebanking_active and 1 other fields | High correlation |
has_insurance_21 is highly correlated with bal_insurance_21 | High correlation |
has_insurance_23 is highly correlated with bal_insurance_23 | High correlation |
has_life_insurance_fixed_cap is highly correlated with cap_life_insurance_fixed_cap | High correlation |
has_life_insurance_decreasing_cap is highly correlated with has_mortgage_loan and 2 other fields | High correlation |
has_fire_car_other_insurance is highly correlated with prem_fire_car_other_insurance | High correlation |
has_personal_loan is highly correlated with bal_personal_loan | High correlation |
has_mortgage_loan is highly correlated with has_life_insurance_decreasing_cap and 2 other fields | High correlation |
has_current_account is highly correlated with has_homebanking and 1 other fields | High correlation |
has_pension_saving is highly correlated with bal_pension_saving | High correlation |
has_savings_account_starter is highly correlated with bal_savings_account_starter | High correlation |
has_current_account_starter is highly correlated with bal_current_account_starter | High correlation |
bal_insurance_21 is highly correlated with has_insurance_21 | High correlation |
bal_insurance_23 is highly correlated with has_insurance_23 | High correlation |
cap_life_insurance_fixed_cap is highly correlated with has_life_insurance_fixed_cap | High correlation |
cap_life_insurance_decreasing_cap is highly correlated with has_life_insurance_decreasing_cap and 2 other fields | High correlation |
prem_fire_car_other_insurance is highly correlated with has_fire_car_other_insurance | High correlation |
bal_personal_loan is highly correlated with has_personal_loan | High correlation |
bal_mortgage_loan is highly correlated with has_life_insurance_decreasing_cap and 2 other fields | High correlation |
bal_current_account is highly correlated with has_current_account | High correlation |
bal_pension_saving is highly correlated with has_pension_saving | High correlation |
bal_savings_account_starter is highly correlated with has_savings_account_starter | High correlation |
bal_current_account_starter is highly correlated with has_current_account_starter | High correlation |
customer_relationship is highly correlated with customer_children | High correlation |
has_homebanking is highly correlated with homebanking_active and 1 other fields | High correlation |
has_mortgage_loan is highly correlated with has_life_insurance_decreasing_cap | High correlation |
has_life_insurance_decreasing_cap is highly correlated with has_mortgage_loan | High correlation |
homebanking_active is highly correlated with has_homebanking | High correlation |
customer_children is highly correlated with customer_relationship | High correlation |
has_current_account is highly correlated with has_homebanking | High correlation |
homebanking_active is highly correlated with has_homebanking and 3 other fields | High correlation |
has_homebanking is highly correlated with homebanking_active and 3 other fields | High correlation |
has_insurance_21 is highly correlated with bal_insurance_21 | High correlation |
has_insurance_23 is highly correlated with bal_insurance_23 | High correlation |
has_life_insurance_fixed_cap is highly correlated with cap_life_insurance_fixed_cap | High correlation |
has_life_insurance_decreasing_cap is highly correlated with homebanking_active and 4 other fields | High correlation |
has_fire_car_other_insurance is highly correlated with prem_fire_car_other_insurance | High correlation |
has_personal_loan is highly correlated with bal_personal_loan | High correlation |
has_mortgage_loan is highly correlated with homebanking_active and 4 other fields | High correlation |
has_current_account is highly correlated with homebanking_active and 2 other fields | High correlation |
has_pension_saving is highly correlated with bal_pension_saving | High correlation |
has_savings_account is highly correlated with bal_current_account and 1 other fields | High correlation |
has_savings_account_starter is highly correlated with bal_savings_account_starter | High correlation |
has_current_account_starter is highly correlated with bal_current_account_starter | High correlation |
bal_insurance_21 is highly correlated with has_insurance_21 | High correlation |
bal_insurance_23 is highly correlated with has_insurance_23 | High correlation |
cap_life_insurance_fixed_cap is highly correlated with has_life_insurance_fixed_cap | High correlation |
cap_life_insurance_decreasing_cap is highly correlated with has_life_insurance_decreasing_cap and 2 other fields | High correlation |
prem_fire_car_other_insurance is highly correlated with has_fire_car_other_insurance | High correlation |
bal_personal_loan is highly correlated with has_personal_loan | High correlation |
bal_mortgage_loan is highly correlated with has_life_insurance_decreasing_cap and 2 other fields | High correlation |
bal_current_account is highly correlated with has_current_account and 2 other fields | High correlation |
bal_pension_saving is highly correlated with has_pension_saving | High correlation |
bal_savings_account is highly correlated with has_savings_account and 1 other fields | High correlation |
bal_savings_account_starter is highly correlated with has_savings_account_starter | High correlation |
bal_current_account_starter is highly correlated with has_current_account_starter | High correlation |
visits_distinct_so is highly correlated with visits_distinct_so_areas | High correlation |
visits_distinct_so_areas is highly correlated with visits_distinct_so | High correlation |
customer_occupation_code is highly correlated with customer_self_employed | High correlation |
customer_self_employed is highly correlated with customer_occupation_code | High correlation |
customer_occupation_code has 2002 (3.1%) missing values | Missing |
customer_education has 47125 (74.0%) missing values | Missing |
customer_children has 23364 (36.7%) missing values | Missing |
customer_relationship has 14899 (23.4%) missing values | Missing |
cap_life_insurance_fixed_cap is highly skewed (γ1 = 48.2726678) | Skewed |
bal_current_account_starter is highly skewed (γ1 = 21.12371347) | Skewed |
client_id is uniformly distributed | Uniform |
client_id has unique values | Unique |
bal_insurance_21 has 57719 (90.6%) zeros | Zeros |
bal_insurance_23 has 63083 (99.0%) zeros | Zeros |
cap_life_insurance_fixed_cap has 63522 (99.7%) zeros | Zeros |
cap_life_insurance_decreasing_cap has 56589 (88.8%) zeros | Zeros |
prem_fire_car_other_insurance has 43753 (68.7%) zeros | Zeros |
bal_personal_loan has 61047 (95.8%) zeros | Zeros |
bal_mortgage_loan has 57449 (90.2%) zeros | Zeros |
bal_current_account has 36146 (56.7%) zeros | Zeros |
bal_pension_saving has 62389 (97.9%) zeros | Zeros |
bal_savings_account has 1930 (3.0%) zeros | Zeros |
bal_savings_account_starter has 63326 (99.4%) zeros | Zeros |
bal_current_account_starter has 62798 (98.6%) zeros | Zeros |
customer_education has 2178 (3.4%) zeros | Zeros |
Reproduction
| Analysis started | 2022-03-19 23:50:00.034799 |
|---|---|
| Analysis finished | 2022-03-19 23:51:34.248842 |
| Duration | 1 minute and 34.21 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 63697 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 910df42ad36243aa4ce16324cd7b15b0 | 1 |
|---|---|
| 430928063ed9e6128bf0843c1b76d655 | 1 |
| 8a035800d386ca328e42f91f3bd34f46 | 1 |
| 1cec47030db37dc49b734bad4b62cc15 | 1 |
| 70db2ef12ad7754c4cad43aff36397d5 | 1 |
| Other values (63692) |
Length
| Max length | 32 |
|---|---|
| Median length | 32 |
| Mean length | 32 |
| Min length | 32 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 63697 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 910df42ad36243aa4ce16324cd7b15b0 |
|---|---|
| 2nd row | 4e19dc3a54323c5bbfc374664b950cd1 |
| 3rd row | f5d08db1b86c0cb0f566bf446cff1fb4 |
| 4th row | 26170ecf63653e215c52f4262c1c4859 |
| 5th row | c078009957dffb64f20e61b41220a976 |
Common Values
| Value | Count | Frequency (%) |
| 910df42ad36243aa4ce16324cd7b15b0 | 1 | < 0.1% |
| 430928063ed9e6128bf0843c1b76d655 | 1 | < 0.1% |
| 8a035800d386ca328e42f91f3bd34f46 | 1 | < 0.1% |
| 1cec47030db37dc49b734bad4b62cc15 | 1 | < 0.1% |
| 70db2ef12ad7754c4cad43aff36397d5 | 1 | < 0.1% |
| 7c3db4bc035ef61b497b45a170b28d70 | 1 | < 0.1% |
| f07ce1239d3f86d60899b19a2d6415b5 | 1 | < 0.1% |
| 41a5faa1412905468343e9236320f166 | 1 | < 0.1% |
| 049cb59ce12bd1f7bc85d3b35450f8d7 | 1 | < 0.1% |
| e94231bda207b0c8e30a8b47f194c3dc | 1 | < 0.1% |
| Other values (63687) | 63687 |
Length
| Value | Count | Frequency (%) |
| 910df42ad36243aa4ce16324cd7b15b0 | 1 | < 0.1% |
| ebbf9840c425d75aa856d8d2f070bc0d | 1 | < 0.1% |
| db53513a073326fb3d3cc256e3df3f47 | 1 | < 0.1% |
| d68e579f5c95c38413b821533d96bdc9 | 1 | < 0.1% |
| f5d08db1b86c0cb0f566bf446cff1fb4 | 1 | < 0.1% |
| 26170ecf63653e215c52f4262c1c4859 | 1 | < 0.1% |
| c078009957dffb64f20e61b41220a976 | 1 | < 0.1% |
| f7bae3a0fefd323ecf7d4a2fab4e7826 | 1 | < 0.1% |
| e1b2293260bd55bc20700f122d70480f | 1 | < 0.1% |
| 2063dc028a989d9752b9565bd42a4eff | 1 | < 0.1% |
| Other values (63687) | 63687 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
homebanking_active
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 49990 | |
| 1 | 13707 | 21.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 49990 | |
| 1 | 13707 | 21.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_homebanking
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 45802 | |
| 1 | 17895 | 28.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 45802 | |
| 1 | 17895 | 28.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 57644 | |
| 1 | 6053 | 9.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 57644 | |
| 1 | 6053 | 9.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 0 | |
|---|---|
| 1 | 634 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 63063 | |
| 1 | 634 | 1.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 63063 | |
| 1 | 634 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_life_insurance_fixed_cap
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 0 | |
|---|---|
| 1 | 175 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 63522 | |
| 1 | 175 | 0.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 63522 | |
| 1 | 175 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_life_insurance_decreasing_cap
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 56577 | |
| 1 | 7120 | 11.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 56577 | |
| 1 | 7120 | 11.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_fire_car_other_insurance
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 43438 | |
| 1 | 20259 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 43438 | |
| 1 | 20259 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 0 | |
|---|---|
| 1 | 2651 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 61046 | |
| 1 | 2651 | 4.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 61046 | |
| 1 | 2651 | 4.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_mortgage_loan
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 57449 | |
| 1 | 6248 | 9.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 57449 | |
| 1 | 6248 | 9.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_current_account
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 31900 | |
| 0 | 31797 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 31900 | |
| 0 | 31797 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 0 | |
|---|---|
| 1 | 1399 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 62298 | |
| 1 | 1399 | 2.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 62298 | |
| 1 | 1399 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 1 | |
|---|---|
| 0 | 1850 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 61847 | |
| 0 | 1850 | 2.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 61847 | |
| 0 | 1850 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_savings_account_starter
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 0 | |
|---|---|
| 1 | 377 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 63320 | |
| 1 | 377 | 0.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 63320 | |
| 1 | 377 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
has_current_account_starter
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 0 | |
|---|---|
| 1 | 1144 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 62553 | |
| 1 | 1144 | 1.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 62553 | |
| 1 | 1144 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
bal_insurance_21
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 987 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 457.9601865 |
| Minimum | 0 |
|---|---|
| Maximum | 10000 |
| Zeros | 57719 |
| Zeros (%) | 90.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4610 |
| Maximum | 10000 |
| Range | 10000 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1641.970743 |
|---|---|
| Coefficient of variation (CV) | 3.585400634 |
| Kurtosis | 14.28661532 |
| Mean | 457.9601865 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.846945482 |
| Sum | 29170690 |
| Variance | 2696067.921 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 57719 | |
| 1120 | 28 | < 0.1% |
| 2710 | 22 | < 0.1% |
| 2580 | 22 | < 0.1% |
| 2680 | 21 | < 0.1% |
| 1710 | 21 | < 0.1% |
| 2660 | 19 | < 0.1% |
| 2820 | 18 | < 0.1% |
| 2830 | 17 | < 0.1% |
| 2620 | 17 | < 0.1% |
| Other values (977) | 5793 | 9.1% |
| Value | Count | Frequency (%) |
| 0 | 57719 | |
| 10 | 1 | < 0.1% |
| 20 | 4 | < 0.1% |
| 30 | 3 | < 0.1% |
| 40 | 7 | < 0.1% |
| 50 | 5 | < 0.1% |
| 60 | 2 | < 0.1% |
| 70 | 13 | < 0.1% |
| 80 | 4 | < 0.1% |
| 90 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 10000 | 1 | < 0.1% |
| 9990 | 2 | < 0.1% |
| 9970 | 2 | < 0.1% |
| 9960 | 3 | |
| 9950 | 2 | < 0.1% |
| 9940 | 4 | |
| 9930 | 3 | |
| 9920 | 1 | < 0.1% |
| 9900 | 6 | |
| 9890 | 3 |
bal_insurance_23
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 399 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.43237515 |
| Minimum | 0 |
|---|---|
| Maximum | 9890 |
| Zeros | 63083 |
| Zeros (%) | 99.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 9890 |
| Range | 9890 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 536.9786303 |
|---|---|
| Coefficient of variation (CV) | 11.32093066 |
| Kurtosis | 180.0780522 |
| Mean | 47.43237515 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.90420201 |
| Sum | 3021300 |
| Variance | 288346.0494 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 63083 | |
| 2520 | 9 | < 0.1% |
| 2580 | 9 | < 0.1% |
| 5070 | 8 | < 0.1% |
| 2540 | 6 | < 0.1% |
| 2510 | 6 | < 0.1% |
| 5020 | 5 | < 0.1% |
| 2480 | 5 | < 0.1% |
| 4610 | 5 | < 0.1% |
| 5150 | 5 | < 0.1% |
| Other values (389) | 556 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 63083 | |
| 90 | 1 | < 0.1% |
| 100 | 1 | < 0.1% |
| 110 | 1 | < 0.1% |
| 380 | 1 | < 0.1% |
| 600 | 1 | < 0.1% |
| 620 | 1 | < 0.1% |
| 670 | 1 | < 0.1% |
| 730 | 1 | < 0.1% |
| 750 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9890 | 1 | < 0.1% |
| 9880 | 1 | < 0.1% |
| 9870 | 2 | |
| 9860 | 3 | |
| 9850 | 1 | < 0.1% |
| 9840 | 1 | < 0.1% |
| 9830 | 2 | |
| 9790 | 1 | < 0.1% |
| 9780 | 2 | |
| 9770 | 1 | < 0.1% |
cap_life_insurance_fixed_cap
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 130 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.26004364 |
| Minimum | 0 |
|---|---|
| Maximum | 220000 |
| Zeros | 63522 |
| Zeros (%) | 99.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 220000 |
| Range | 220000 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2538.927213 |
|---|---|
| Coefficient of variation (CV) | 32.4421901 |
| Kurtosis | 2875.610608 |
| Mean | 78.26004364 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 48.2726678 |
| Sum | 4984930 |
| Variance | 6446151.395 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 63522 | |
| 50000 | 7 | < 0.1% |
| 40000 | 6 | < 0.1% |
| 100000 | 6 | < 0.1% |
| 5000 | 5 | < 0.1% |
| 3720 | 5 | < 0.1% |
| 2480 | 5 | < 0.1% |
| 10000 | 4 | < 0.1% |
| 24790 | 4 | < 0.1% |
| 2030 | 3 | < 0.1% |
| Other values (120) | 130 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 63522 | |
| 90 | 1 | < 0.1% |
| 250 | 1 | < 0.1% |
| 430 | 1 | < 0.1% |
| 460 | 1 | < 0.1% |
| 490 | 1 | < 0.1% |
| 530 | 1 | < 0.1% |
| 580 | 2 | < 0.1% |
| 590 | 1 | < 0.1% |
| 620 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 220000 | 1 | < 0.1% |
| 200000 | 1 | < 0.1% |
| 171050 | 1 | < 0.1% |
| 150000 | 1 | < 0.1% |
| 140000 | 1 | < 0.1% |
| 127880 | 1 | < 0.1% |
| 125000 | 1 | < 0.1% |
| 117000 | 1 | < 0.1% |
| 104000 | 1 | < 0.1% |
| 100000 | 6 |
cap_life_insurance_decreasing_cap
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 2032 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11565.57059 |
| Minimum | 0 |
|---|---|
| Maximum | 780000 |
| Zeros | 56589 |
| Zeros (%) | 88.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 100000 |
| Maximum | 780000 |
| Range | 780000 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 40229.76173 |
|---|---|
| Coefficient of variation (CV) | 3.478407002 |
| Kurtosis | 29.2956242 |
| Mean | 11565.57059 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.63260835 |
| Sum | 736692150 |
| Variance | 1618433729 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 56589 | |
| 100000 | 234 | 0.4% |
| 50000 | 173 | 0.3% |
| 150000 | 162 | 0.3% |
| 125000 | 156 | 0.2% |
| 75000 | 143 | 0.2% |
| 40000 | 137 | 0.2% |
| 80000 | 128 | 0.2% |
| 200000 | 113 | 0.2% |
| 90000 | 101 | 0.2% |
| Other values (2022) | 5761 | 9.0% |
| Value | Count | Frequency (%) |
| 0 | 56589 | |
| 310 | 1 | < 0.1% |
| 340 | 1 | < 0.1% |
| 480 | 1 | < 0.1% |
| 520 | 1 | < 0.1% |
| 530 | 1 | < 0.1% |
| 700 | 1 | < 0.1% |
| 900 | 1 | < 0.1% |
| 930 | 1 | < 0.1% |
| 960 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 780000 | 1 | |
| 740000 | 2 | |
| 650000 | 1 | |
| 600000 | 1 | |
| 575500 | 1 | |
| 566500 | 1 | |
| 525000 | 1 | |
| 520000 | 1 | |
| 500000 | 1 | |
| 491000 | 1 |
prem_fire_car_other_insurance
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 281 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 183.6670487 |
| Minimum | 0 |
|---|---|
| Maximum | 3000 |
| Zeros | 43753 |
| Zeros (%) | 68.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 240 |
| 95-th percentile | 980 |
| Maximum | 3000 |
| Range | 3000 |
| Interquartile range (IQR) | 240 |
Descriptive statistics
| Standard deviation | 368.5996521 |
|---|---|
| Coefficient of variation (CV) | 2.006890483 |
| Kurtosis | 7.920696209 |
| Mean | 183.6670487 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.604311701 |
| Sum | 11699040 |
| Variance | 135865.7035 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 43753 | |
| 60 | 421 | 0.7% |
| 70 | 410 | 0.6% |
| 90 | 399 | 0.6% |
| 80 | 380 | 0.6% |
| 380 | 305 | 0.5% |
| 340 | 291 | 0.5% |
| 370 | 289 | 0.5% |
| 420 | 285 | 0.4% |
| 330 | 282 | 0.4% |
| Other values (271) | 16882 | 26.5% |
| Value | Count | Frequency (%) |
| 0 | 43753 | |
| 10 | 10 | < 0.1% |
| 20 | 44 | 0.1% |
| 30 | 73 | 0.1% |
| 40 | 64 | 0.1% |
| 50 | 91 | 0.1% |
| 60 | 421 | 0.7% |
| 70 | 410 | 0.6% |
| 80 | 380 | 0.6% |
| 90 | 399 | 0.6% |
| Value | Count | Frequency (%) |
| 3000 | 1 | |
| 2960 | 1 | |
| 2930 | 1 | |
| 2900 | 1 | |
| 2880 | 2 | |
| 2830 | 2 | |
| 2810 | 1 | |
| 2800 | 1 | |
| 2790 | 1 | |
| 2770 | 2 |
bal_personal_loan
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 1512 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 402.4693471 |
| Minimum | 0 |
|---|---|
| Maximum | 71690 |
| Zeros | 61047 |
| Zeros (%) | 95.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 71690 |
| Range | 71690 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2662.560352 |
|---|---|
| Coefficient of variation (CV) | 6.615560591 |
| Kurtosis | 144.7193861 |
| Mean | 402.4693471 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 10.31542097 |
| Sum | 25636090 |
| Variance | 7089227.626 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 61047 | |
| 920 | 8 | < 0.1% |
| 2750 | 7 | < 0.1% |
| 10790 | 7 | < 0.1% |
| 10000 | 7 | < 0.1% |
| 2520 | 7 | < 0.1% |
| 7230 | 7 | < 0.1% |
| 2580 | 7 | < 0.1% |
| 3910 | 7 | < 0.1% |
| 2770 | 6 | < 0.1% |
| Other values (1502) | 2587 | 4.1% |
| Value | Count | Frequency (%) |
| 0 | 61047 | |
| 110 | 3 | < 0.1% |
| 130 | 1 | < 0.1% |
| 150 | 3 | < 0.1% |
| 160 | 4 | < 0.1% |
| 170 | 1 | < 0.1% |
| 180 | 1 | < 0.1% |
| 190 | 2 | < 0.1% |
| 200 | 1 | < 0.1% |
| 210 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 71690 | 1 | |
| 70400 | 1 | |
| 69160 | 1 | |
| 65810 | 1 | |
| 61070 | 1 | |
| 60330 | 1 | |
| 59960 | 1 | |
| 59030 | 1 | |
| 58410 | 1 | |
| 57120 | 1 |
bal_mortgage_loan
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 5369 |
|---|---|
| Distinct (%) | 8.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8868.815486 |
| Minimum | 0 |
|---|---|
| Maximum | 490000 |
| Zeros | 57449 |
| Zeros (%) | 90.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 71598 |
| Maximum | 490000 |
| Range | 490000 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 35525.2567 |
|---|---|
| Coefficient of variation (CV) | 4.00563714 |
| Kurtosis | 33.03241753 |
| Mean | 8868.815486 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.245175199 |
| Sum | 564916940 |
| Variance | 1262043863 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 57449 | |
| 48940 | 5 | < 0.1% |
| 144240 | 5 | < 0.1% |
| 22420 | 4 | < 0.1% |
| 81130 | 4 | < 0.1% |
| 26880 | 4 | < 0.1% |
| 150000 | 4 | < 0.1% |
| 1190 | 4 | < 0.1% |
| 108570 | 4 | < 0.1% |
| 24230 | 4 | < 0.1% |
| Other values (5359) | 6210 | 9.7% |
| Value | Count | Frequency (%) |
| 0 | 57449 | |
| 140 | 1 | < 0.1% |
| 170 | 1 | < 0.1% |
| 200 | 1 | < 0.1% |
| 250 | 1 | < 0.1% |
| 260 | 1 | < 0.1% |
| 320 | 1 | < 0.1% |
| 330 | 2 | < 0.1% |
| 340 | 1 | < 0.1% |
| 350 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 490000 | 1 | |
| 486990 | 1 | |
| 486620 | 1 | |
| 485040 | 1 | |
| 464150 | 1 | |
| 452020 | 1 | |
| 447720 | 1 | |
| 442480 | 1 | |
| 440360 | 1 | |
| 435430 | 1 |
bal_current_account
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 1721 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1323.660612 |
| Minimum | -1000 |
|---|---|
| Maximum | 20000 |
| Zeros | 36146 |
| Zeros (%) | 56.7% |
| Negative | 348 |
| Negative (%) | 0.5% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | -1000 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1520 |
| 95-th percentile | 7140 |
| Maximum | 20000 |
| Range | 21000 |
| Interquartile range (IQR) | 1520 |
Descriptive statistics
| Standard deviation | 2685.727023 |
|---|---|
| Coefficient of variation (CV) | 2.029014839 |
| Kurtosis | 9.636095574 |
| Mean | 1323.660612 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.911212365 |
| Sum | 84313210 |
| Variance | 7213129.643 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 36146 | |
| 10 | 330 | 0.5% |
| 20 | 241 | 0.4% |
| 60 | 193 | 0.3% |
| 40 | 173 | 0.3% |
| 50 | 173 | 0.3% |
| 30 | 171 | 0.3% |
| 80 | 162 | 0.3% |
| 100 | 144 | 0.2% |
| 70 | 131 | 0.2% |
| Other values (1711) | 25833 |
| Value | Count | Frequency (%) |
| -1000 | 1 | |
| -950 | 2 | |
| -940 | 1 | |
| -930 | 1 | |
| -920 | 1 | |
| -890 | 1 | |
| -880 | 1 | |
| -850 | 2 | |
| -840 | 1 | |
| -820 | 1 |
| Value | Count | Frequency (%) |
| 20000 | 1 | |
| 19860 | 1 | |
| 19840 | 1 | |
| 19800 | 1 | |
| 19790 | 1 | |
| 19690 | 1 | |
| 19550 | 1 | |
| 19360 | 1 | |
| 19350 | 1 | |
| 19280 | 1 |
bal_pension_saving
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 934 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 233.4219822 |
| Minimum | 0 |
|---|---|
| Maximum | 41170 |
| Zeros | 62389 |
| Zeros (%) | 97.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 41170 |
| Range | 41170 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2140.173418 |
|---|---|
| Coefficient of variation (CV) | 9.168688391 |
| Kurtosis | 166.1891569 |
| Mean | 233.4219822 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 12.07722778 |
| Sum | 14868280 |
| Variance | 4580342.26 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 62389 | |
| 6240 | 11 | < 0.1% |
| 6230 | 8 | < 0.1% |
| 4260 | 8 | < 0.1% |
| 910 | 7 | < 0.1% |
| 12110 | 7 | < 0.1% |
| 3210 | 6 | < 0.1% |
| 2210 | 6 | < 0.1% |
| 7120 | 6 | < 0.1% |
| 930 | 5 | < 0.1% |
| Other values (924) | 1244 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 62389 | |
| 120 | 1 | < 0.1% |
| 150 | 2 | < 0.1% |
| 160 | 1 | < 0.1% |
| 210 | 1 | < 0.1% |
| 230 | 3 | < 0.1% |
| 300 | 1 | < 0.1% |
| 310 | 1 | < 0.1% |
| 350 | 1 | < 0.1% |
| 380 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 41170 | 1 | |
| 40600 | 1 | |
| 40510 | 1 | |
| 40430 | 1 | |
| 40320 | 1 | |
| 40230 | 1 | |
| 40110 | 1 | |
| 39940 | 1 | |
| 39850 | 1 | |
| 39750 | 1 |
| Distinct | 4936 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17872.48489 |
| Minimum | 0 |
|---|---|
| Maximum | 50000 |
| Zeros | 1930 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3638 |
| Q1 | 8450 |
| median | 15170 |
| Q3 | 25480 |
| 95-th percentile | 41140 |
| Maximum | 50000 |
| Range | 50000 |
| Interquartile range (IQR) | 17030 |
Descriptive statistics
| Standard deviation | 11750.86847 |
|---|---|
| Coefficient of variation (CV) | 0.6574837544 |
| Kurtosis | -0.3025699008 |
| Mean | 17872.48489 |
| Median Absolute Deviation (MAD) | 7890 |
| Skewness | 0.7195023378 |
| Sum | 1138423670 |
| Variance | 138082909.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1930 | 3.0% |
| 15000 | 218 | 0.3% |
| 25000 | 185 | 0.3% |
| 10110 | 165 | 0.3% |
| 20000 | 160 | 0.3% |
| 10000 | 148 | 0.2% |
| 10060 | 136 | 0.2% |
| 5000 | 129 | 0.2% |
| 10100 | 108 | 0.2% |
| 30000 | 107 | 0.2% |
| Other values (4926) | 60411 |
| Value | Count | Frequency (%) |
| 0 | 1930 | |
| 10 | 25 | < 0.1% |
| 20 | 16 | < 0.1% |
| 30 | 10 | < 0.1% |
| 40 | 11 | < 0.1% |
| 50 | 6 | < 0.1% |
| 60 | 8 | < 0.1% |
| 70 | 6 | < 0.1% |
| 80 | 6 | < 0.1% |
| 90 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 50000 | 79 | |
| 49990 | 1 | < 0.1% |
| 49970 | 3 | < 0.1% |
| 49960 | 6 | < 0.1% |
| 49950 | 1 | < 0.1% |
| 49940 | 2 | < 0.1% |
| 49930 | 2 | < 0.1% |
| 49900 | 3 | < 0.1% |
| 49890 | 1 | < 0.1% |
| 49870 | 1 | < 0.1% |
bal_savings_account_starter
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 334 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.64117619 |
| Minimum | 0 |
|---|---|
| Maximum | 24050 |
| Zeros | 63326 |
| Zeros (%) | 99.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 24050 |
| Range | 24050 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 892.9598587 |
|---|---|
| Coefficient of variation (CV) | 15.49170086 |
| Kurtosis | 363.4034392 |
| Mean | 57.64117619 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 18.23536083 |
| Sum | 3671570 |
| Variance | 797377.3092 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 63326 | |
| 10000 | 4 | < 0.1% |
| 14000 | 3 | < 0.1% |
| 5010 | 3 | < 0.1% |
| 11000 | 3 | < 0.1% |
| 3000 | 3 | < 0.1% |
| 13410 | 3 | < 0.1% |
| 820 | 3 | < 0.1% |
| 7650 | 2 | < 0.1% |
| 15580 | 2 | < 0.1% |
| Other values (324) | 345 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 63326 | |
| 10 | 1 | < 0.1% |
| 70 | 1 | < 0.1% |
| 80 | 1 | < 0.1% |
| 120 | 1 | < 0.1% |
| 160 | 1 | < 0.1% |
| 260 | 1 | < 0.1% |
| 330 | 1 | < 0.1% |
| 520 | 1 | < 0.1% |
| 570 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 24050 | 1 | |
| 24000 | 1 | |
| 23800 | 1 | |
| 23480 | 1 | |
| 23130 | 1 | |
| 22470 | 1 | |
| 22440 | 1 | |
| 22410 | 1 | |
| 22330 | 1 | |
| 22040 | 1 |
bal_current_account_starter
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 414 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.32089423 |
| Minimum | -330 |
|---|---|
| Maximum | 19790 |
| Zeros | 62798 |
| Zeros (%) | 98.6% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | -330 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 19790 |
| Range | 20120 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 407.8778925 |
|---|---|
| Coefficient of variation (CV) | 13.45204034 |
| Kurtosis | 579.1917055 |
| Mean | 30.32089423 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 21.12371347 |
| Sum | 1931350 |
| Variance | 166364.3752 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 62798 | |
| 10 | 29 | < 0.1% |
| 20 | 23 | < 0.1% |
| 50 | 16 | < 0.1% |
| 40 | 14 | < 0.1% |
| 30 | 12 | < 0.1% |
| 100 | 11 | < 0.1% |
| 80 | 9 | < 0.1% |
| 210 | 8 | < 0.1% |
| 120 | 8 | < 0.1% |
| Other values (404) | 769 | 1.2% |
| Value | Count | Frequency (%) |
| -330 | 1 | < 0.1% |
| -170 | 1 | < 0.1% |
| 0 | 62798 | |
| 10 | 29 | < 0.1% |
| 20 | 23 | < 0.1% |
| 30 | 12 | < 0.1% |
| 40 | 14 | < 0.1% |
| 50 | 16 | < 0.1% |
| 60 | 7 | < 0.1% |
| 70 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 19790 | 1 | |
| 17120 | 1 | |
| 15030 | 1 | |
| 14780 | 1 | |
| 14750 | 1 | |
| 14530 | 1 | |
| 14020 | 1 | |
| 13790 | 1 | |
| 13470 | 1 | |
| 12870 | 1 |
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.230199224 |
| Minimum | 1 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 7 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5014984575 |
|---|---|
| Coefficient of variation (CV) | 0.4076562947 |
| Kurtosis | 7.638635554 |
| Mean | 1.230199224 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.459796736 |
| Sum | 78360 |
| Variance | 0.2515007029 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 51017 | |
| 2 | 11018 | 17.3% |
| 3 | 1392 | 2.2% |
| 4 | 229 | 0.4% |
| 5 | 32 | 0.1% |
| 6 | 8 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 51017 | |
| 2 | 11018 | 17.3% |
| 3 | 1392 | 2.2% |
| 4 | 229 | 0.4% |
| 5 | 32 | 0.1% |
| 6 | 8 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 8 | < 0.1% |
| 5 | 32 | 0.1% |
| 4 | 229 | 0.4% |
| 3 | 1392 | 2.2% |
| 2 | 11018 | 17.3% |
| 1 | 51017 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.042607972 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2249913464 |
|---|---|
| Coefficient of variation (CV) | 0.2157966871 |
| Kurtosis | 51.61021735 |
| Mean | 1.042607972 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.276163857 |
| Sum | 66411 |
| Variance | 0.05062110594 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 61246 | |
| 2 | 2227 | 3.5% |
| 3 | 194 | 0.3% |
| 4 | 23 | < 0.1% |
| 5 | 5 | < 0.1% |
| 6 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 61246 | |
| 2 | 2227 | 3.5% |
| 3 | 194 | 0.3% |
| 4 | 23 | < 0.1% |
| 5 | 5 | < 0.1% |
| 6 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 2 | < 0.1% |
| 5 | 5 | < 0.1% |
| 4 | 23 | < 0.1% |
| 3 | 194 | 0.3% |
| 2 | 2227 | 3.5% |
| 1 | 61246 |
| Distinct | 661 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 234 |
| Missing (%) | 0.4% |
| Memory size | 497.8 KiB |
| 1981-01 | 3050 |
|---|---|
| 2017-02 | 744 |
| 2017-01 | 667 |
| 1994-06 | 610 |
| 2017-05 | 532 |
| Other values (656) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 28 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 1983-03 |
|---|---|
| 2nd row | 2017-01 |
| 3rd row | 1980-12 |
| 4th row | 1998-08 |
| 5th row | 2012-11 |
Common Values
| Value | Count | Frequency (%) |
| 1981-01 | 3050 | 4.8% |
| 2017-02 | 744 | 1.2% |
| 2017-01 | 667 | 1.0% |
| 1994-06 | 610 | 1.0% |
| 2017-05 | 532 | 0.8% |
| 2016-10 | 486 | 0.8% |
| 1995-04 | 457 | 0.7% |
| 2002-11 | 422 | 0.7% |
| 1994-07 | 421 | 0.7% |
| 1991-12 | 404 | 0.6% |
| Other values (651) | 55670 |
Length
| Value | Count | Frequency (%) |
| 1981-01 | 3050 | 4.8% |
| 2017-02 | 744 | 1.2% |
| 2017-01 | 667 | 1.1% |
| 1994-06 | 610 | 1.0% |
| 2017-05 | 532 | 0.8% |
| 2016-10 | 486 | 0.8% |
| 1995-04 | 457 | 0.7% |
| 2002-11 | 422 | 0.7% |
| 1994-07 | 421 | 0.7% |
| 1991-12 | 404 | 0.6% |
| Other values (651) | 55670 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 577 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 249 |
| Missing (%) | 0.4% |
| Memory size | 497.8 KiB |
| 1981-01 | 3181 |
|---|---|
| 2017-02 | 1158 |
| 2017-01 | 1015 |
| 2017-05 | 794 |
| 2016-10 | 768 |
| Other values (572) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 10 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 1994-08 |
|---|---|
| 2nd row | 2017-01 |
| 3rd row | 1980-12 |
| 4th row | 2013-10 |
| 5th row | 2012-11 |
Common Values
| Value | Count | Frequency (%) |
| 1981-01 | 3181 | 5.0% |
| 2017-02 | 1158 | 1.8% |
| 2017-01 | 1015 | 1.6% |
| 2017-05 | 794 | 1.2% |
| 2016-10 | 768 | 1.2% |
| 1994-06 | 663 | 1.0% |
| 2013-10 | 533 | 0.8% |
| 2002-11 | 503 | 0.8% |
| 1995-04 | 478 | 0.8% |
| 1994-07 | 438 | 0.7% |
| Other values (567) | 53917 |
Length
| Value | Count | Frequency (%) |
| 1981-01 | 3181 | 5.0% |
| 2017-02 | 1158 | 1.8% |
| 2017-01 | 1015 | 1.6% |
| 2017-05 | 794 | 1.3% |
| 2016-10 | 768 | 1.2% |
| 1994-06 | 663 | 1.0% |
| 2013-10 | 533 | 0.8% |
| 2002-11 | 503 | 0.8% |
| 1995-04 | 478 | 0.8% |
| 1994-07 | 438 | 0.7% |
| Other values (567) | 53917 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
customer_gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 1 | |
|---|---|
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 32712 | |
| 2 | 30985 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 32712 | |
| 2 | 30985 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1092 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 1952-03 | 132 |
|---|---|
| 1952-04 | 127 |
| 1966-05 | 125 |
| 1951-07 | 122 |
| 1956-07 | 122 |
| Other values (1087) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 93 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1943-09 |
|---|---|
| 2nd row | 1994-02 |
| 3rd row | 1936-10 |
| 4th row | 1946-09 |
| 5th row | 1996-04 |
Common Values
| Value | Count | Frequency (%) |
| 1952-03 | 132 | 0.2% |
| 1952-04 | 127 | 0.2% |
| 1966-05 | 125 | 0.2% |
| 1951-07 | 122 | 0.2% |
| 1956-07 | 122 | 0.2% |
| 1943-07 | 117 | 0.2% |
| 1951-03 | 116 | 0.2% |
| 1955-01 | 114 | 0.2% |
| 1952-01 | 113 | 0.2% |
| 1956-08 | 112 | 0.2% |
| Other values (1082) | 62497 |
Length
| Value | Count | Frequency (%) |
| 1952-03 | 132 | 0.2% |
| 1952-04 | 127 | 0.2% |
| 1966-05 | 125 | 0.2% |
| 1951-07 | 122 | 0.2% |
| 1956-07 | 122 | 0.2% |
| 1943-07 | 117 | 0.2% |
| 1951-03 | 116 | 0.2% |
| 1955-01 | 114 | 0.2% |
| 1952-01 | 113 | 0.2% |
| 1956-08 | 112 | 0.2% |
| Other values (1082) | 62497 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
customer_postal_code
Real number (ℝ≥0)
| Distinct | 1034 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5577.261959 |
| Minimum | 0 |
|---|---|
| Maximum | 9992 |
| Zeros | 10 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1400 |
| Q1 | 2650 |
| median | 4877 |
| Q3 | 8750 |
| 95-th percentile | 9810 |
| Maximum | 9992 |
| Range | 9992 |
| Interquartile range (IQR) | 6100 |
Descriptive statistics
| Standard deviation | 3020.064554 |
|---|---|
| Coefficient of variation (CV) | 0.5414959125 |
| Kurtosis | -1.620230611 |
| Mean | 5577.261959 |
| Median Absolute Deviation (MAD) | 2817 |
| Skewness | 0.05374443809 |
| Sum | 355254855 |
| Variance | 9120789.908 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9120 | 540 | 0.8% |
| 9100 | 523 | 0.8% |
| 8800 | 522 | 0.8% |
| 2800 | 452 | 0.7% |
| 2100 | 414 | 0.6% |
| 9940 | 394 | 0.6% |
| 2960 | 388 | 0.6% |
| 8400 | 386 | 0.6% |
| 3590 | 375 | 0.6% |
| 3740 | 341 | 0.5% |
| Other values (1024) | 59362 |
| Value | Count | Frequency (%) |
| 0 | 10 | < 0.1% |
| 1000 | 104 | 0.2% |
| 1020 | 114 | 0.2% |
| 1030 | 265 | |
| 1040 | 88 | 0.1% |
| 1050 | 155 | |
| 1060 | 69 | 0.1% |
| 1070 | 324 | |
| 1080 | 184 | |
| 1081 | 41 | 0.1% |
| Value | Count | Frequency (%) |
| 9992 | 3 | < 0.1% |
| 9991 | 91 | 0.1% |
| 9990 | 322 | |
| 9988 | 10 | < 0.1% |
| 9982 | 14 | < 0.1% |
| 9981 | 8 | < 0.1% |
| 9980 | 107 | 0.2% |
| 9971 | 36 | 0.1% |
| 9970 | 41 | 0.1% |
| 9968 | 116 | 0.2% |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2002 |
| Missing (%) | 3.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.77353108 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 421 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 9 |
| median | 9 |
| Q3 | 9 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.131452913 |
|---|---|
| Coefficient of variation (CV) | 0.128962091 |
| Kurtosis | 31.64044668 |
| Mean | 8.77353108 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -5.485065882 |
| Sum | 541283 |
| Variance | 1.280185695 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 58836 | |
| 4 | 1639 | 2.6% |
| 0 | 421 | 0.7% |
| 8 | 318 | 0.5% |
| 6 | 183 | 0.3% |
| 5 | 153 | 0.2% |
| 7 | 104 | 0.2% |
| 1 | 24 | < 0.1% |
| 3 | 10 | < 0.1% |
| 2 | 7 | < 0.1% |
| (Missing) | 2002 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 421 | 0.7% |
| 1 | 24 | < 0.1% |
| 2 | 7 | < 0.1% |
| 3 | 10 | < 0.1% |
| 4 | 1639 | 2.6% |
| 5 | 153 | 0.2% |
| 6 | 183 | 0.3% |
| 7 | 104 | 0.2% |
| 8 | 318 | 0.5% |
| 9 | 58836 |
| Value | Count | Frequency (%) |
| 9 | 58836 | |
| 8 | 318 | 0.5% |
| 7 | 104 | 0.2% |
| 6 | 183 | 0.3% |
| 5 | 153 | 0.2% |
| 4 | 1639 | 2.6% |
| 3 | 10 | < 0.1% |
| 2 | 7 | < 0.1% |
| 1 | 24 | < 0.1% |
| 0 | 421 | 0.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 0 | |
|---|---|
| 1 | 5543 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 58154 | |
| 1 | 5543 | 8.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 58154 | |
| 1 | 5543 | 8.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 47125 |
| Missing (%) | 74.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.463734009 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 2178 |
| Zeros (%) | 3.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 497.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.520308961 |
|---|---|
| Coefficient of variation (CV) | 0.6170751206 |
| Kurtosis | -0.4347524722 |
| Mean | 2.463734009 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.2069922379 |
| Sum | 40829 |
| Variance | 2.311339336 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 5015 | 7.9% |
| 2 | 4506 | 7.1% |
| 0 | 2178 | 3.4% |
| 5 | 2064 | 3.2% |
| 1 | 1802 | 2.8% |
| 4 | 696 | 1.1% |
| 6 | 311 | 0.5% |
| (Missing) | 47125 |
| Value | Count | Frequency (%) |
| 0 | 2178 | |
| 1 | 1802 | 2.8% |
| 2 | 4506 | |
| 3 | 5015 | |
| 4 | 696 | 1.1% |
| 5 | 2064 | |
| 6 | 311 | 0.5% |
| Value | Count | Frequency (%) |
| 6 | 311 | 0.5% |
| 5 | 2064 | |
| 4 | 696 | 1.1% |
| 3 | 5015 | |
| 2 | 4506 | |
| 1 | 1802 | 2.8% |
| 0 | 2178 |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 23364 |
| Missing (%) | 36.7% |
| Memory size | 497.8 KiB |
| no | |
|---|---|
| mature | |
| adolescent | |
| young | |
| preschool | |
| Other values (3) |
Length
| Max length | 10 |
|---|---|
| Median length | 2 |
| Mean length | 4.283737882 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | mature |
|---|---|
| 2nd row | mature |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 22886 | |
| mature | 4849 | 7.6% |
| adolescent | 3912 | 6.1% |
| young | 2652 | 4.2% |
| preschool | 2322 | 3.6% |
| grownup | 1908 | 3.0% |
| onebaby | 1466 | 2.3% |
| yes | 338 | 0.5% |
| (Missing) | 23364 |
Length
Pie chart
| Value | Count | Frequency (%) |
| no | 22886 | |
| mature | 4849 | 12.0% |
| adolescent | 3912 | 9.7% |
| young | 2652 | 6.6% |
| preschool | 2322 | 5.8% |
| grownup | 1908 | 4.7% |
| onebaby | 1466 | 3.6% |
| yes | 338 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 14899 |
| Missing (%) | 23.4% |
| Memory size | 497.8 KiB |
| couple | |
|---|---|
| single |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | couple |
|---|---|
| 2nd row | single |
| 3rd row | couple |
| 4th row | couple |
| 5th row | couple |
Common Values
| Value | Count | Frequency (%) |
| couple | 36179 | |
| single | 12619 | 19.8% |
| (Missing) | 14899 |
Length
Pie chart
| Value | Count | Frequency (%) |
| couple | 36179 | |
| single | 12619 | 25.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
target
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 497.8 KiB |
| 0 | |
|---|---|
| 1 | 1913 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 61784 | |
| 1 | 1913 | 3.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 61784 | |
| 1 | 1913 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| client_id | homebanking_active | has_homebanking | has_insurance_21 | has_insurance_23 | has_life_insurance_fixed_cap | has_life_insurance_decreasing_cap | has_fire_car_other_insurance | has_personal_loan | has_mortgage_loan | has_current_account | has_pension_saving | has_savings_account | has_savings_account_starter | has_current_account_starter | bal_insurance_21 | bal_insurance_23 | cap_life_insurance_fixed_cap | cap_life_insurance_decreasing_cap | prem_fire_car_other_insurance | bal_personal_loan | bal_mortgage_loan | bal_current_account | bal_pension_saving | bal_savings_account | bal_savings_account_starter | bal_current_account_starter | visits_distinct_so | visits_distinct_so_areas | customer_since_all | customer_since_bank | customer_gender | customer_birth_date | customer_postal_code | customer_occupation_code | customer_self_employed | customer_education | customer_children | customer_relationship | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 910df42ad36243aa4ce16324cd7b15b0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 20 | 0 | 0 | 590 | 0 | 22000 | 0 | 0 | 1.0 | 1.0 | 1983-03 | 1994-08 | 1 | 1943-09 | 3630 | 9.0 | 0 | 0.0 | NaN | NaN | 0 |
| 1 | 4e19dc3a54323c5bbfc374664b950cd1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 940 | 0 | 10570 | 0 | 0 | 1.0 | 1.0 | 2017-01 | 2017-01 | 1 | 1994-02 | 2460 | 9.0 | 0 | NaN | mature | couple | 0 |
| 2 | f5d08db1b86c0cb0f566bf446cff1fb4 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 320 | 0 | 0 | 1210 | 0 | 15200 | 0 | 0 | 1.0 | 1.0 | 1980-12 | 1980-12 | 2 | 1936-10 | 2660 | 9.0 | 0 | NaN | NaN | single | 0 |
| 3 | 26170ecf63653e215c52f4262c1c4859 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 160 | 0 | 0 | 0 | 0 | 29020 | 0 | 0 | 1.0 | 1.0 | 1998-08 | 2013-10 | 1 | 1946-09 | 6600 | 9.0 | 0 | NaN | NaN | NaN | 0 |
| 4 | c078009957dffb64f20e61b41220a976 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 13650 | 0 | 0 | 1.0 | 1.0 | 2012-11 | 2012-11 | 2 | 1996-04 | 8550 | 9.0 | 0 | NaN | mature | couple | 1 |
| 5 | f7bae3a0fefd323ecf7d4a2fab4e7826 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4150 | 0 | 0 | 0 | 4150 | 1.0 | 1.0 | 2004-08 | 2015-08 | 2 | 1963-11 | 1430 | NaN | 0 | NaN | no | couple | 0 |
| 6 | e1b2293260bd55bc20700f122d70480f | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 48170 | 0 | 0 | 1.0 | 1.0 | 2012-03 | 2012-03 | 2 | 1950-10 | 2860 | 9.0 | 0 | NaN | no | couple | 0 |
| 7 | 2063dc028a989d9752b9565bd42a4eff | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 27080 | 0 | 0 | 1.0 | 1.0 | 1992-02 | 1992-02 | 2 | 1942-04 | 8570 | 9.0 | 0 | NaN | no | couple | 0 |
| 8 | fbb7fcacec0c6a0199e0d012cbf63fed | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 9680 | 0 | 0 | 1.0 | 1.0 | 2006-10 | 2006-10 | 2 | 1998-06 | 9320 | 9.0 | 0 | NaN | mature | couple | 0 |
| 9 | 5c9b1a4b7b9255d5d9d9fac3328a26a4 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 70 | 0 | 0 | 13570 | 0 | 8850 | 0 | 0 | 1.0 | 1.0 | 1975-01 | 1996-07 | 1 | 1938-01 | 2220 | 9.0 | 0 | NaN | no | couple | 0 |
Last rows
| client_id | homebanking_active | has_homebanking | has_insurance_21 | has_insurance_23 | has_life_insurance_fixed_cap | has_life_insurance_decreasing_cap | has_fire_car_other_insurance | has_personal_loan | has_mortgage_loan | has_current_account | has_pension_saving | has_savings_account | has_savings_account_starter | has_current_account_starter | bal_insurance_21 | bal_insurance_23 | cap_life_insurance_fixed_cap | cap_life_insurance_decreasing_cap | prem_fire_car_other_insurance | bal_personal_loan | bal_mortgage_loan | bal_current_account | bal_pension_saving | bal_savings_account | bal_savings_account_starter | bal_current_account_starter | visits_distinct_so | visits_distinct_so_areas | customer_since_all | customer_since_bank | customer_gender | customer_birth_date | customer_postal_code | customer_occupation_code | customer_self_employed | customer_education | customer_children | customer_relationship | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 63687 | 02a8b338cecb9964a05b70ebd8494e14 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 250 | 0 | 0 | 5630 | 0 | 28760 | 0 | 0 | 2.0 | 1.0 | 2006-01 | 2006-06 | 2 | 1958-12 | 7170 | 9.0 | 0 | NaN | NaN | NaN | 0 |
| 63688 | 992c155cf2d7f13470f54151a8e3e192 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 390 | 0 | 0 | 0 | 0 | 20550 | 0 | 0 | 1.0 | 1.0 | 1980-08 | 2017-02 | 1 | 1948-04 | 3128 | 9.0 | 0 | NaN | no | couple | 0 |
| 63689 | 340a31bb1a3af30d7058e0b2c2fa4c26 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6600 | 0 | 0 | 1.0 | 1.0 | 2008-12 | 2008-12 | 2 | 1935-02 | 4340 | 9.0 | 0 | NaN | no | NaN | 0 |
| 63690 | 3314ba6bf9afd34b76199b7f0a968895 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 25620 | 0 | 0 | 1.0 | 1.0 | 1981-01 | 1981-01 | 1 | 1963-07 | 2243 | 9.0 | 1 | NaN | mature | couple | 0 |
| 63691 | 7d13effc553a8e1a03f40470f8c3ae91 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 133000 | 0 | 0 | 162600 | 2980 | 0 | 16240 | 0 | 0 | 2.0 | 1.0 | 1997-06 | 1997-06 | 1 | 1980-03 | 8520 | 9.0 | 1 | 1.0 | preschool | couple | 0 |
| 63692 | 0a58f2eb841ddac0626dacac6ca69524 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 2420 | 0 | 0 | 0 | 0 | 0 | 0 | 80 | 0 | 17060 | 0 | 0 | 2.0 | 1.0 | 1998-06 | 1998-06 | 2 | 1982-02 | 8000 | 9.0 | 0 | NaN | no | couple | 0 |
| 63693 | 193be2222be99bf04f42193b5cdfb95d | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 7810 | 0 | 0 | 0 | 1180 | 0 | 13030 | 2690 | 0 | 22400 | 0 | 0 | 2.0 | 1.0 | 1989-05 | 1989-05 | 2 | 1965-05 | 2020 | 9.0 | 0 | 1.0 | NaN | NaN | 0 |
| 63694 | fa9f074ec8cad610ccaec2270021490e | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 186000 | 520 | 0 | 179550 | 2920 | 0 | 6820 | 0 | 0 | 3.0 | 1.0 | 1991-01 | 1991-01 | 2 | 1976-11 | 1070 | 9.0 | 0 | 3.0 | NaN | single | 0 |
| 63695 | 5236064e97c655b0ad99ed2155e1139e | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5690 | 0 | 0 | 1.0 | 1.0 | 2014-04 | 2014-04 | 1 | 1951-03 | 2560 | 9.0 | 0 | NaN | no | couple | 0 |
| 63696 | 977dda870c3f54df46297df3869b2907 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6890 | 0 | 13540 | 0 | 0 | 1.0 | 1.0 | 2002-02 | 2002-02 | 1 | 1995-03 | 9100 | 9.0 | 0 | NaN | no | NaN | 0 |